The present invention relates to a device (100) for iterative reconstruction of images recorded by at least two imaging methods, the device comprising: an extraction module (10), which is configured to extract a first set of patches from a first image recorded by a first imaging method and to extract a second set of patches from a second image recorded by a second imaging method; a generation module (20), which is configured to generate a set of reference patches based on a merging of a first limited number of atoms for the first set of patches and of a second limited number of atoms for the second set of patches; and a regularization module (30), which is configured to perform a regularization of the first image or the second image by means of the generated set of reference patches.
Legal claims defining the scope of protection, as filed with the USPTO.
1. Device for iterative reconstruction of images recorded by at least two imaging methods, the device comprising: an extraction module, which is configured to extract a first set of patches from a first image recorded by a first imaging method and to extract a second set of patches from a second image recorded by a second imaging method; a generation module, which is configured to generate a set of reference patches based on a merging of a first limited number of atoms for the first set of patches and of a second limited number of atoms for the second set of patches; and a regularization module, which is configured to perform a joint regularization of the first image and the second image by means of the generated set of reference patches.
2. The device according to claim 1 , wherein the extraction module is configured to extract the first set of patches from an attenuation image recorded as the first image and to extract the second set of patches from a phase image recorded as the second image.
3. The device according to claim 1 , wherein the extraction module is configured to extract the first set of patches from a photo-electric image recorded as the first image and to extract the second set of patches from a Compton-scatter image recorded as the second image.
4. The device according to claim 1 , wherein the generation module is configured to generate the reference patches based on a linear combination of atoms for the first set of patches and atoms for the second set of patches.
5. The device according to claim 1 , wherein the generation module is configured to generate the set of reference patches based on an affine combination, a conical combination, or a convex combination of the first set of patches and the second set of patches.
6. The device according to claim 1 , wherein the extraction module is configured to extract as the first set of patches 2×2 pixel patches or 4×4 pixel patches or 8×8 pixel patches or 16×16 pixel patches and to extract as the second set of patches 2×2 pixel patches or 4×4 pixel patches or 8×8 pixel patches or 16×16 pixel patches.
7. The device according to one claim 1 , wherein the generation module is configured to generate the set of reference patches in form of a generic dictionary.
8. The device according to claim 7 , wherein the generation module is configured to generate the generic dictionary comprising base functions of two-dimensional discrete transformation.
9. A medical imaging system comprising a device according to claim 1 .
10. A method for iterative reconstruction of images recorded by at least two imaging methods, the method comprising the steps of: extracting a first set of patches from a first image recorded by a first imaging method and extracting a second set of patches from a second image recorded by a second imaging method by means of an extraction module; generating a set of reference patches based on a merging of a first limited number of atoms for the first set of patches and of a second limited number of atoms for the second set of patches by means of a generation module; and performing a joint regularization of the first image and the second image using the generated set of reference patches by means of a regularization module.
11. The method according to claim 10 , wherein the step of Extracting is based on extracting the first set of patches from an attenuation image recorded as the first image and on extracting the second set of patches from a phase image recorded as the second image.
12. The method according to claim 10 , wherein the step of Extracting is based on extracting the first set of patches from an transmission image recorded as the first image and on extracting the second set of patches from a Compton-scatter image recorded as the second image.
13. The method according to claim 10 , further comprising the steps of: generating the set of reference patches based on a linear combination of the first limited number of atoms and the second limited number of atoms.
14. The method according to claim 10 , further comprising the steps of: generating the set of reference patches based on an affine combination, a conical combination, or a convex combination of the first set of patches and the second set of patches.
15. Computer program comprising a program code for performing the method according to claim 10 , when the computer programs runs on a computer.
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July 29, 2015
September 12, 2017
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